The wedding was opulent, the kind he'd always dreamed of. Seeing her there, amongst the well-dressed crowd, was a surprise. He felt a flicker of something he couldn't quite name.

He approached her, a drink in hand. "Hello," he said. Her eyes widened slightly, a flicker of surprise passing over her face before her expression settled into its usual composure.

"Hello, David," she replied, her voice steady. He smiled, his chest swelling with something close to pride, and moved further into the room.

Emotion: triumphant

Cluster: Positive / Joy
PC1 (Valence): 3.54 Positive
PC2 (Disposition): 0.19

Role in Research

This story is one of 1,000 stories generated for the emotion triumphant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 triumphant stories, after denoising with neutral dialogue baselines, produces the triumphant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the triumphant vector is projected through the unembedding matrix.

Promoted:
de0.734
la0.571
triumphant0.562
🎉0.531
ecstatic0.530
Suppressed:
😞-0.503
S-0.483
😣-0.482
😰-0.457
worse-0.444